Artificial Intelligence12 min read

Harvey raised 500M for legal AI, I built the same and open sourced it

By · Published by Everything Blog

In short

CaseCite is a new source-available, self-hosted legal research platform designed to let law firms manage documents, research cases, and utilize AI tools on their own infrastructure. Users maintain control over their data by using their own API keys for AI providers, meaning no information is sent to the platform maintainers and there is no telemetry. The software integrates eight distinct tools under a single login, including features for document chat with inline citations, contract review and comparison, documen…

Key points

  • CaseCite is a new source-available, self-hosted legal research platform designed to let l…: CaseCite is a new source-available, self-hosted legal research platform designed to let law firms manage documents, research cases, and utilize AI tools on their own infrastructure.
  • Users maintain control over their data by using their own API keys for AI providers, mean…: Users maintain control over their data by using their own API keys for AI providers, meaning no information is sent to the platform maintainers and there is no telemetry.
  • The software integrates eight distinct tools under a single login, including features for…: The software integrates eight distinct tools under a single login, including features for document chat with inline citations, contract review and comparison, document drafting, case lookup, and judge analytics.

Sources checked by our analysis pipeline: 1

CaseCite is a source-available, self-hosted legal research platform. Upload your firm's documents, ask questions, and research cases & judges — on infrastructure you control. Documents, the search index and chat history are stored on your own servers. AI features send your questions and the relevant document text to the AI providers you configure, under your own API keys (BYOK); nothing is sent to the CaseCite maintainers, and there is no telemetry. See What leaves your infrastructure.

Eight tools behind one login, all reading from the same document corpus.

Research (/research ) |

Chat over your firm's documents — semantic retrieval with keyword (BM25) rescoring of the candidates, and inline citations back to the source. |

Documents (/documents ) |

Upload, index, and organize your corpus. Import from Google Drive, OneDrive, Box, Dropbox, iManage, NetDocuments, Filevine, or Clio — OAuth sync, or a file picker where OAuth verification isn't needed. |

Contracts (/contracts ) |

Full contract review pipeline: analyze an indexed contract or pasted text, chat with a single contract, compare 2–4 contracts clause-by-clause against a baseline, and export a redline, a draft, or the analysis itself. |

Drafting (/drafting ) |

Draft a document grounded in up to four documents you pick from the Knowledge Base, with server-side text extraction and PDF conversion. Set a target length for long documents (30-page agreements): you review a section plan first, then every section is drafted in its own context window against the full references and the whole is reconciled. Revisions to long drafts are scoped to the sections they touch. |

Case view (/case/:id ) |

Open a CourtListener opinion and chat with it directly. |

Authority map (/case-citations ) |

Map the authorities cited across documents you select. |

Judge intel (/judge-intel ) |

Judge analytics from CourtListener. |

Legal tools (/tools ) |

Case lookup, citation check (a scan of citing opinions for negative-treatment language — not a Shepard's/KeyCite substitute), precedents, dockets, oral arguments, and case-law trends. |

Practice profile. Nothing about any practice area is baked into the product. You state what you practice, CaseCite drafts a profile of what matters in that practice, and you edit and own it (saved via Settings). It then rides along with every review, redline, and draft as standing context.

Every AI-generated answer, analysis and draft carries a notice to verify it against the source documents and current law before relying on it. CaseCite is a research aid, not a substitute for a lawyer's judgment or for a citator.

Documents, the vector index, chat history and analyses are stored only on your deployment. Using the AI features transmits content to third parties you choose:

- Uploading a document sends its text to the embeddings provider (OpenAI by default; Voyage or Cohere if configured).

- Asking a question, analysing or drafting sends the question and the relevant document text to the LLM provider (OpenAI, Anthropic or Gemini).

- Case-law tools send search queries and citations to CourtListener.

To keep document text entirely on your network, run both models yourself: set

OPENAI_BASE_URL

(chat) and EMBEDDING_BASE_URL

(embeddings) to

OpenAI-compatible servers you host. Setting only the first still sends

document text to OpenAI for embedding. The full list of outbound data flows,

and how to restrict them, is in docs/subprocessors.md.

CaseCite is licensed under the Elastic License 2.0 (LICENSE). In plain terms:

- ✅ Free to self-host for your firm's internal use.

- ✅ Free to modify for your own deployment.

- ❌ Not permitted to offer CaseCite to third parties as a hosted/managed service.

- ❌ Not permitted to alter or remove licensing or copyright notices.

For paid private installs, support contracts, or hosted-SaaS licensing, contact the maintainer, @thomasunise, through GitHub. See SUPPORT.md.

"Source-available," not OSI "open source." See LICENSE for the full terms.

- Docker + Docker Compose

openssl

(to generate secrets)- An AI provider API key (OpenAI is the simplest start: it covers both chat and embeddings). Optional at the server level — users can each save their own.

git clone https://github.com/thomasunise/casecite.git && cd casecite

cp .env.example .env

# 1. Generate the three REQUIRED secrets (the .env.example placeholders

# intentionally refuse to boot). Copy each value into .env:

openssl rand -hex 32 # -> SECRET_KEY

openssl rand -hex 32 # -> AUDIT_HMAC_KEY

openssl rand -hex 16 # -> ENCRYPTION_SALT

# 2. In .env also set OPENAI_API_KEY (or leave it empty and save a key under

# Settings after signing in), then uncomment and set DOMAIN,

# POSTGRES_PASSWORD and REDIS_PASSWORD in the "Bundled production stack"

# section (generation hints are in the file; use DOMAIN=localhost to try it

# on your machine). CORS_ORIGINS and ALLOWED_HOSTS default from DOMAIN.

# Set REGISTRATION_BOOTSTRAP_TOKEN too (openssl rand -hex 16) — you need it

# to create the first account.

# 3. Set DISK_ENCRYPTION_ACKNOWLEDGED=true in .env (required to boot).

# What this acknowledges: the app encrypts BYOK keys and uploaded documents

# at the application layer (AES-256-GCM), but derived text (vector chunks,

# chat history, analyses) is stored in cleartext in the app, Postgres and

# Redis volumes — full-disk encryption of the host is YOUR responsibility.

# 4. Start the full stack (bundled Postgres + Redis + Caddy):

docker compose -f docker-compose.prod.yml up -d

python3 scripts/setup_production.py --create-env --domain <host>

does steps

1–2 for you (it generates every secret and writes .env

with mode 0600).

Then open https://$DOMAIN (with DOMAIN=localhost

: https://localhost).

On a localhost trial Caddy redirects HTTP to HTTPS and serves a certificate

from its own self-signed local CA — the browser warning on first visit is

expected. See "TLS on Internal Networks" in docs/deployment.md

to trust that CA or bring your own certificate.

The first account you register becomes the admin, and registering it requires

the REGISTRATION_BOOTSTRAP_TOKEN

from .env

— so nobody else who reaches a

fresh instance can claim it. The exact command is under "Create the admin

account" in docs/deployment.md. After that, invite

colleagues from Settings → Users; self-service registration is off by default.

Deploying behind an existing reverse proxy (Coolify/Traefik)? Use the root

docker-compose.yml

instead (it expects an external Postgres and Redis and declares the persistent data volume), and readdeploy/COOLIFY-SETUP.md

— you must also setTRUSTED_PROXIES

to the proxy's subnet or client IPs collapse to one.

Users provide AI provider keys via the Settings modal. What firm evaluators should know about custody:

- Per-user keys are stored server-side, AES-256-GCM-encrypted (PBKDF2 key derivation, HKDF per-record separation), in a file store on the data volume.

- Keys are displayed masked-only and are never sent to the browser; the backend decrypts them on demand for each request.

- Env-configured fallback keys (e.g.

OPENAI_API_KEY

in.env

) are shared by all users of the install — per-user cost attribution requires per-user BYOK keys. ENCRYPTION_SALT

can be rotated without losing stored keys: keep the old value inENCRYPTION_SALT_PREVIOUS

and runpython -m app.utils.reencrypt

inside the backend container — seedocs/secret-rotation.md

.SECRET_KEY

cannot be rotated without making stored documents unreadable; keep it safe and backed up off the server.

The stack fails closed on startup if any of these are missing or left as placeholders.

Variable | Description |

---|---|

SECRET_KEY |

JWT/CSRF signing key and root of at-rest encryption — openssl rand -hex 32 (never change after first run) |

ENCRYPTION_SALT |

At-rest encryption salt — openssl rand -hex 16 (never change after first run except via the rotation procedure) |

AUDIT_HMAC_KEY |

Audit-log chain key, at least 32 characters — openssl rand -hex 32 |

POSTGRES_PASSWORD |

Password for the bundled Postgres |

REDIS_PASSWORD |

Password for the bundled Redis |

DOMAIN |

Public hostname (or localhost ); CORS_ORIGINS + ALLOWED_HOSTS default from it |

DISK_ENCRYPTION_ACKNOWLEDGED |

Set true to acknowledge that full-disk encryption of the host volumes is your responsibility (app-layer AES-256-GCM covers BYOK keys + document originals; derived text is cleartext) |

REGISTRATION_BOOTSTRAP_TOKEN |

Needed to register the first (admin) account — openssl rand -hex 16 |

Not required to boot, but the product does little without them:

Variable | Description |

---|---|

OPENAI_API_KEY (or another provider) |

Server-level provider key shared by all users. Without one, each user must save their own key under Settings before chat, analysis or indexing works. |

COURTLISTENER_API_TOKEN |

CourtListener is the only case-law source in the app. Citation check requires a token; the other case-law tools work without one but are heavily rate-limited. Free token; see CourtListener API token. |

Using the root

docker-compose.yml

(external DB/Redis) instead of the bundled stack? ThenDATABASE_URL

,REDIS_URL

,CORS_ORIGINS

, andALLOWED_HOSTS

are required directly, and setDB_SSL=require

for a managed database.

Variable | Default | Description |

---|---|---|

ANTHROPIC_API_KEY |

— | Claude access |

VOYAGE_API_KEY |

— | Voyage AI legal embeddings |

OPENAI_BASE_URL |

— | OpenAI-compatible endpoint for chat (self-hosted model or gateway) |

EMBEDDING_BASE_URL |

— | OpenAI-compatible endpoint for embeddings; set with OPENAI_BASE_URL to keep document text on your network |

VECTOR_DB |

chroma |

chroma (local) or pinecone (stores document text with Pinecone) |

TRUSTED_PROXIES |

127.0.0.1 |

Reverse-proxy IP/CIDR — required behind a proxy |

REQUIRE_MFA |

false |

Require every password account to enrol TOTP MFA |

SESSION_ABSOLUTE_TIMEOUT_HOURS / SESSION_IDLE_TIMEOUT_MINUTES |

8 / 120 |

Session lifetime and idle timeout |

ALLOW_REGISTRATION |

false |

Allow self-service sign-up after the first account |

SENDGRID_API_KEY |

— | Enables password-reset emails (change-password works without it) |

.env.example

documents every setting.

- The sync API imports one folder (

folder_id

) or, with an explicitsync_all

, the whole account. The UI has no folder picker yet: "Sync Now" imports the whole connected account after a second confirmation that says so. To bring in selected files, use the file pickers instead. Clio's listing is account-wide, so Clio cannot sync a single folder. - Filevine uses one firm-wide API key, so it is off until

FILEVINE_ENABLED=true

and is then available to admins only. - The iManage and NetDocuments connectors are implemented against the vendors' published APIs but have not been validated against a live tenant. Test them in your environment before relying on them.

- Microsoft and Google connections request read-only scopes. Connections made before this release keep their broader grant until reconnected.

Legal tools, Judge intel, Case view, and the case-law side of the strategy engine all read from CourtListener. CourtListener is the only case-law source in the app. The app starts without a token, but the case-law half of the product is not usable without one:

- Citation check hard-fails without it —

validate_citation

refuses to run and returns a "token required" error that names where to set the token (_check_token

inbackend/app/services/courtlistener_client.py

). - Every other CourtListener call falls back to anonymous access, which is rate-limited hard enough that research features become unusable under any real load.

Get a free token at

https://www.courtlistener.com/help/api/rest/#permissions, then either set

COURTLISTENER_API_TOKEN

in .env

, or save it instance-wide as an admin

(Settings → API Keys, or POST /api/v1/admin/integrations/courtlistener

) —

the stored token overrides the .env

value at runtime without a restart.

backend/

app/

main.py FastAPI app, middleware, health

config.py Pydantic settings

routers/ API routers

services/

rag/ RAG pipeline (search, generation, citations, intent)

vectordb.py ChromaDB/Pinecone abstraction

embeddings.py Multi-provider embeddings

auth.py JWT auth

strategy.py Matter strategy briefs

courtlistener.py CourtListener API

...

middleware/ Security, CSRF

migrations/ Alembic migrations

frontend/

src/

App.tsx

api/ Per-domain API clients

views/ Page views

stores/ Zustand stores

components/ Shared components + modals

layout/ App shell

scripts/ Backup/restore, production setup, key rotation, NOTICE generator

docs/ Deployment, data flows, secret rotation, incident response, ADRs

Dockerfile Unified image (frontend + backend)

docker-compose.prod.yml Bundled stack: Caddy + Postgres + Redis + backend

docker-compose.yml Behind an existing proxy (Coolify/Traefik); external Postgres + Redis

docker-compose.dev.yml Local development

These are implemented and reachable over the API, but the frontend does not expose them yet. Treat them as preview:

- Matters (

/api/v1/matters

) — matter records, membership, and sharing of documents and chats between members. Creating matters and changing membership requires thematters.manage

permission. - Strategy briefs (

/api/v1/strategy

) — each proposition is searched on CourtListener, candidate opinions are read, and a citation is kept only when a verbatim quote can be located in the real opinion text. Unsupported citations are dropped rather than shown. - Azure AD SSO — backend token exchange only; there is no sign-in button. SAML, generic OIDC and SCIM are not supported.

Everything else in the feature table above, plus user administration and the audit log (Settings, admins only), has a UI.

- Password sign-in (PBKDF2-SHA256) with optional or mandatory TOTP MFA and recovery codes; password reset by email and change-password in the app

- JWT access tokens with rotating refresh tokens in httpOnly cookies, JTI revocation in Redis (required in production), "sign out everywhere"

- Sessions capped at 5 per user, with an 8-hour absolute lifetime and an idle timeout

- Role-based permissions (

require_permission

), adjustable per role by an admin - Per-user (and per-matter) scoping on every document, chat and analysis

- CSRF double-submit cookies, HMAC-signed; per-IP rate limiting; account lockout

- AES-256-GCM at-rest encryption for uploaded originals, API keys, connector tokens and MFA secrets. The vector index and database rely on disk encryption that you provide

- CSP, HSTS, X-Frame-Options, Permissions-Policy headers

- Audit log with HMAC-SHA256 chain hashing, verified at startup and on demand

CaseCite holds no security certification (SOC 2, ISO 27001, HIPAA). What it does and does not do is described in SECURITY.md, which also explains how to report a vulnerability; known gaps are listed in ROADMAP.md.

See CONTRIBUTING.md. PRs welcome for the source-available product. Note that contributions are licensed under ELv2.

Original source: github.com

Artificial Intelligence